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Federated Learning

This book offers a hands-on introduction to building and understanding federated learning (FL) systems. FL enables multiple devices -- such as smartphones, sensors, or local computers -- to collaboratively train machine learning (ML) models, while keeping their data private and local.
openaire   +2 more sources

Adaptive client participation mechanism for federated learning in heterogeneous vehicular networks. [PDF]

Sci Rep
Lin W, Zhou Y.
europepmc   +1 more source

Quantifying energy and accuracy trade-offs of federated learning on wearable health devices. [PDF]

Front Big Data
S R, Khekare G, Kumar Y, Soni G.
europepmc   +1 more source

Federated Learning with Differential Privacy for Ultrasound Breast Cancer Classification: An Empirical Study. [PDF]

J Imaging
Makhanov N, Abdikenov B, Zhaksylyk T, Karibekov T.   +3 more
europepmc   +1 more source

Editorial Note: A scalable blockchain-enabled federated learning architecture for edge computing. [PDF]

PLoS One
PLOS One Editors.
europepmc   +1 more source

Quantum federated learning for autonomous vehicle cybersecurity: An analytical review of architectures and threat landscapes. [PDF]

MethodsX
T S, Devadas RM.
europepmc   +1 more source

Experimentally Validated Quantum-Secure Federated Learning over a Multi-user Quantum Network. [PDF]

Research (Wash D C)
Liu ZP, Cao XY, Liu HW, Sun XR, Bao Y, Shen JY, Lu YS, Yin HL, Chen ZB.   +8 more
europepmc   +1 more source

Federated Learning Based on Fuzzy Fusion Rules for Chemical Production Process Fault Diagnosis. [PDF]

Sensors (Basel)
Xu Y, Yang W, Du S, Zhang M.
europepmc   +1 more source

FedMIR: Multimodal Federated Learning with Missing Modality Imputation and Distribution-Aware Routing. [PDF]

Sensors (Basel)
Xiong H, Dai M.
europepmc   +1 more source

Adaptive Multi-Model Hierarchical Federated Learning for Robust IoT Intrusion Detection. [PDF]

Sensors (Basel)
Latif S, Djenouri D.
europepmc   +1 more source